{
 "cells": [
  {
   "source": [
    "# 问题重述：\n",
    "已知：数据主要包含四个部分，分别为用户基本信息数据、用户申购赎回数据、收益率表和银行间拆借利率表。下面分别介绍四组数据。\n",
    "\n",
    "求：每一行数据是一天对申购、赎回总额的预测值， 2014 年 9 月每天一行数据，共 30 行数据。 Purchase 和 redeem 都是金额数据，精确到分，而不是精确到元。\n",
    "\n",
    "\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "感觉主要信息在前两个表，先观察一下前两个表的数据：\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "一共有28041个用户\n其中14489个男性，13552个女性\n一共有7个城市,人数分别为：[6307 4803 4791 4003 3243 2929 1965]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "user_profile_df = pd.read_csv('Data/user_profile_table.csv')\n",
    "\n",
    "print(f\"一共有{user_profile_df.shape[0]}个用户\")\n",
    "sex_counts = user_profile_df['sex'].value_counts()\n",
    "print(f\"其中{sex_counts[1]}个男性，{sex_counts[0]}个女性\")\n",
    "city_counts = user_profile_df['city'].value_counts()\n",
    "print(f\"一共有{city_counts.shape[0]}个城市,人数分别为：{city_counts.values}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "   user_id  report_date  tBalance  yBalance  total_purchase_amt  \\\n",
       "0        1     20140805     20385     20383                   2   \n",
       "1        1     20140808     20391     20389                   2   \n",
       "2        1     20140811     20397     20395                   2   \n",
       "\n",
       "   direct_purchase_amt  purchase_bal_amt  purchase_bank_amt  total_redeem_amt  \\\n",
       "0                    0                 0                  0                 0   \n",
       "1                    0                 0                  0                 0   \n",
       "2                    0                 0                  0                 0   \n",
       "\n",
       "   consume_amt  transfer_amt  tftobal_amt  tftocard_amt  share_amt  category1  \\\n",
       "0            0             0            0             0          2        NaN   \n",
       "1            0             0            0             0          2        NaN   \n",
       "2            0             0            0             0          2        NaN   \n",
       "\n",
       "   category2  category3  category4  \n",
       "0        NaN        NaN        NaN  \n",
       "1        NaN        NaN        NaN  \n",
       "2        NaN        NaN        NaN  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>user_id</th>\n      <th>report_date</th>\n      <th>tBalance</th>\n      <th>yBalance</th>\n      <th>total_purchase_amt</th>\n      <th>direct_purchase_amt</th>\n      <th>purchase_bal_amt</th>\n      <th>purchase_bank_amt</th>\n      <th>total_redeem_amt</th>\n      <th>consume_amt</th>\n      <th>transfer_amt</th>\n      <th>tftobal_amt</th>\n      <th>tftocard_amt</th>\n      <th>share_amt</th>\n      <th>category1</th>\n      <th>category2</th>\n      <th>category3</th>\n      <th>category4</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>20140805</td>\n      <td>20385</td>\n      <td>20383</td>\n      <td>2</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</td>\n      <td>20140808</td>\n      <td>20391</td>\n      <td>20389</td>\n      <td>2</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1</td>\n      <td>20140811</td>\n      <td>20397</td>\n      <td>20395</td>\n      <td>2</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "source": [
    "user_balance_df = pd.read_csv('Data/user_balance_table.csv')\n",
    "user_balance_df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "只出现一次的用户数：10812每一天都出现的用户数：227\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "count    28041.000000\n",
       "mean       101.295282\n",
       "std        124.035867\n",
       "min          1.000000\n",
       "25%          1.000000\n",
       "50%         16.000000\n",
       "75%        197.000000\n",
       "max        427.000000\n",
       "Name: user_id, dtype: float64"
      ]
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "source": [
    "user_counts = user_balance_df['user_id'].value_counts()\n",
    "# from matplotlib import pyplot as plt \n",
    "# import numpy as np\n",
    "# user_counts_hist = np.histogram(user_counts,bins=427)[0]\n",
    "# plt.figure(figsize=(15,3))\n",
    "# plt.bar(range(user_counts_hist.shape[0]),user_counts_hist.cumsum())\n",
    "# plt.show()\n",
    "print(f\"只出现一次的用户数：{user_counts[user_counts == 1].count()}每一天都出现的用户数：{user_counts[user_counts == 427].count()}\")\n",
    "user_counts.describe()"
   ]
  },
  {
   "source": [
    "我们看到，这接近三万个用户中有 一万多用户只出现在某一天，一半用户的出现天数不超过16天,每天都有活动的用户只有2百多个。说明不可能按照预测单个用户未来行为的思路去做。\n",
    "而且题目描述中说：\n",
    "> \"我们总共随机抽取了约 3 万用户，其中部分用户在 2014 年 9 月份第一次出现，这部分用户只在测试数据中 。因此用户信息表是约 2.8 万 个用户的基本数据\" \n",
    "\n",
    "同时FAQ中提到：\n",
    "> \"7.不同批次的用户抽样策略是一样的吗？\n",
    "一样，在策略相同的前提下抽样是一种随机的过程。\"\n",
    "\n",
    "所以用户是按照某种策略随机抽取的。每一天都有可能出现新的用户，也有老用户从此不再出现。\n",
    "\n",
    "而且最终目标是预测每一天的总量，那就直接把建模单位改成按时间来做。先按时间汇总。"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt \n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# 按日期汇总数据\n",
    "def parse_to_balancebydate(user_balance_df:pd.DataFrame):\n",
    "    balanceGroupbyDate = user_balance_df.groupby(['report_date'],as_index=True)\n",
    "    \"\"\"\n",
    "    所需数据：\n",
    "        每天的存入总量：total_purchase_amt\n",
    "        每天的取出总量：total_redeem_amt\n",
    "        每天出现活动的用户数量：user_count\n",
    "        每天的日期 以及 年月日周数\n",
    "\n",
    "    \"\"\"\n",
    "\n",
    "    balance_bydate = balanceGroupbyDate.agg({\n",
    "        'total_purchase_amt':'sum',\n",
    "        'total_redeem_amt':'sum',\n",
    "        'user_id':'count',\n",
    "    })\n",
    "    balance_bydate['datetime'] = pd.to_datetime(balance_bydate.index, format= \"%Y%m%d\")\n",
    "    balance_bydate['day'] = balance_bydate['datetime'].dt.day\n",
    "    balance_bydate['month'] = balance_bydate['datetime'].dt.month\n",
    "    balance_bydate['year'] = balance_bydate['datetime'].dt.year\n",
    "    balance_bydate['week'] = balance_bydate['datetime'].dt.week\n",
    "    balance_bydate['weekday'] = balance_bydate['datetime'].dt.weekday\n",
    "    balance_bydate.rename(columns={'user_id':'user_count'},inplace = True)\n",
    "\n",
    "    return balance_bydate,balanceGroupbyDate\n",
    "balance_bydate,balanceGroupbyDate = parse_to_balancebydate(user_balance_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "def plot_total_balance_amt(balance_bydate:pd.DataFrame):\n",
    "    plt.figure(figsize=(15,3))\n",
    "    plt.plot(balance_bydate['datetime'],balance_bydate['total_purchase_amt'])\n",
    "    plt.plot(balance_bydate['datetime'],balance_bydate['total_redeem_amt'])\n",
    "    plt.title(\"每天的存入存出量\")\n",
    "    plt.show()\n",
    "plot_total_balance_amt(balance_bydate)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 观察每天出现的用户数量\n",
    "plt.figure(figsize=(15,3))\n",
    "plt.bar(balance_bydate['datetime'],balance_bydate['user_count'])\n",
    "plt.title(\"每天出现的用户数量\")\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "咦，为什么随着日期的增长，每天出现活动的用户数量越来越多？\n",
    "根据题目描述：\n",
    "> 我们总共随机抽取了约 3 万用户，其中部分用户在 2014 年 9 月份**第一次出现**，这部分用户只在测试数据中\n",
    "\n",
    "按照这个趋势接下来一个月的确会有2千新增用户，但是老用户不会流失的吗？若如此，每天存入存出量应该也随着增长啊，但是却呈现了周期性~\n",
    "这个数据到底是怎么采样的。\n",
    "难道我错画了累计用户量？下面画一下。"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1080x216 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 观察累计用户数量\n",
    "def observe_user_nums(balanceGroupbyDate):\n",
    "    user_set = set()\n",
    "    eachday_user_counts = list()\n",
    "    cumsum_user_counts = list()\n",
    "    def watch_user_bydate(one_date_df):\n",
    "        one_day_users = set(one_date_df['user_id'])\n",
    "        eachday_user_counts.append(len(one_day_users))\n",
    "        user_set.update(one_day_users)\n",
    "        cumsum_user_counts.append(len(user_set))\n",
    "    balanceGroupbyDate.apply(watch_user_bydate)\n",
    "    plt.figure(figsize=(15,3))\n",
    "    plt.bar(balance_bydate['datetime'],cumsum_user_counts)\n",
    "    plt.bar(balance_bydate['datetime'],eachday_user_counts)\n",
    "    plt.title(\"单日与累计用户数量\")\n",
    "    plt.show()\n",
    "observe_user_nums(balanceGroupbyDate) "
   ]
  },
  {
   "source": [
    "可见不是这样的。\n",
    "那么，这是不放回抽样吗？一旦被抽到就一直监控他，然后随时间增长不断抽样新的用户。\n",
    "\n",
    "突然想到可能会存在贡献为零的用户或某条样本存在，这些是无效用户或样本。经过验证，发现果然存在。"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "         user_id  report_date  tBalance  yBalance  total_purchase_amt  \\\n",
       "1843149    26345     20140115         0         0                   0   \n",
       "\n",
       "         direct_purchase_amt  purchase_bal_amt  purchase_bank_amt  \\\n",
       "1843149                    0                 0                  0   \n",
       "\n",
       "         total_redeem_amt  consume_amt  transfer_amt  tftobal_amt  \\\n",
       "1843149                 0            0             0            0   \n",
       "\n",
       "         tftocard_amt  share_amt  category1  category2  category3  category4  \n",
       "1843149             0          0        NaN        NaN        NaN        NaN  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>user_id</th>\n      <th>report_date</th>\n      <th>tBalance</th>\n      <th>yBalance</th>\n      <th>total_purchase_amt</th>\n      <th>direct_purchase_amt</th>\n      <th>purchase_bal_amt</th>\n      <th>purchase_bank_amt</th>\n      <th>total_redeem_amt</th>\n      <th>consume_amt</th>\n      <th>transfer_amt</th>\n      <th>tftobal_amt</th>\n      <th>tftocard_amt</th>\n      <th>share_amt</th>\n      <th>category1</th>\n      <th>category2</th>\n      <th>category3</th>\n      <th>category4</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1843149</th>\n      <td>26345</td>\n      <td>20140115</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 14
    }
   ],
   "source": [
    "user_balance_df[user_balance_df['user_id'] == user_counts[user_counts == 1].index[1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "user_balance_df_nozero = user_balance_df[user_balance_df['total_purchase_amt'] + user_balance_df['total_redeem_amt'] > 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "balance_nozero_bydate,balance_nozeroGroupbyDate = parse_to_balancebydate(user_balance_df_nozero)\n",
    "observe_user_nums(balance_nozeroGroupbyDate) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.8.5 64-bit ('work': conda)",
   "metadata": {
    "interpreter": {
     "hash": "98bf35a281b52b0df7144d73984bd380925f87e702d98346adbc3618f5ee89ac"
    }
   }
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}